2 papers
math.OC2019
An extension of the second order dynamical system that models Nesterov's convex gradient method
Cristian Daniel Alecsa, Szilárd Csaba László, Titus Pinţa
In this paper we deal with a general second order continuous dynamical system associated to a convex minimization problem with a Frèchet differentiable objective function. We show…
cs.LG2019
New optimization algorithms for neural network training using operator splitting techniques
Cristian Daniel Alecsa, Titus Pinta, Imre Boros
In the following paper we present a new type of optimization algorithms adapted for neural network training. These algorithms are based upon sequential operator splitting technique…